The Best AI Governance Software in 2026
We researched AI governance software using information on vendors’ official websites, including pricing pages, plan tables, and product documentation. Rankings focus on the category’s core job, value for money, and verified features for AI inventory, risk assessment, policy and control management, compliance, and model governance workflows.
Our top picks
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Top ranked
OneTrust AI Governance#1 of 569.0/10Enterprise AI governance spanning inventory, risk, controls, monitoring, and audit evidence.
Pricing on request
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Runner-up
ServiceNow AI Control Tower#2 of 568.2/10A broad, ServiceNow-centered control tower for enterprise AI inventory, risk, compliance, and value.
Pricing on request
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#3 ranked
SAS AI Governance Manager#3 of 567.7/10An enterprise governance suite for teams managing AI across its lifecycle.
Pricing on request
Advertiser disclosure: iTechGuides is reader-supported. We may earn a commission when you click some links. How we rank.
The full ranking 56 tools, best first · page 1 of 2
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Best forEnterprise-wide AI governance and compliance
Enterprise AI governance spanning inventory, risk, controls, monitoring, and audit evidence.
- AI system inventory
9.0/10★★★★☆Visit OneTrust -
Best forLarge enterprises using ServiceNow workflows
A broad, ServiceNow-centered control tower for enterprise AI inventory, risk, compliance, and value.
- AI system inventory
8.2/10★★★★☆Visit ServiceNow -
Best forSAS-centric model governance programs
An enterprise governance suite for teams managing AI across its lifecycle.
- AI system inventory
7.7/10★★★★☆Visit SAS -
Best forIBM or hybrid-cloud governance teams
Govern model risk and lifecycle workflows across IBM and third-party AI models.
From $0.64 · 14-day trial Our IBM watsonx.governance verdict → Visit IBMFor vendors Sponsor this spot · #4 · $69/mo →7.4/10★★★★☆Visit IBM -
Best forSAS customers needing structured AI oversight
Centralizes AI assets, policy reviews and audit records for enterprise oversight.
- AI system inventory
7.1/10★★★★☆Visit SAS -
Best forOrganizations extending data governance into AI
A mature data-governance foundation for AI, with enterprise scope and contact-sales pricing.
6.9/10★★★☆☆Visit Collibra -
Best forEnterprise third-party and agent risk management
Enterprise AI inventory, controls, and third-party risk in one cloud platform.
- AI system inventory
6.8/10★★★☆☆Visit Optro -
Best forFramework-heavy AI risk and control programs
A framework-focused AI governance hub with risk quantification, controls and testing.
- AI system inventory
6.6/10★★★☆☆Visit Modulos -
Best forDeep model monitoring and MLOps governance
Deep ModelOps monitoring and governance for enterprise, regulated, and hybrid environments.
6.5/10★★★☆☆Visit ModelOp -
Best forRegulatory evidence and vendor-risk programs
A governance hub for AI inventories, assessments, evidence, and vendor risk.
- AI system inventory
6.3/10★★★☆☆Visit Enzai -
Best forEnterprises governing AI across connected systems
A broad enterprise AI registry that connects discovery, risk controls, workflows, and monitoring.
- AI system inventory
6.2/10★★★☆☆Visit Credo AI -
Best forAI testing, red teaming, and compliance teams
A broad AI governance suite for inventory, testing, red teaming, and compliance workflows.
- AI system inventory
6.1/10★★★☆☆Request a demo -
Best forHighly controlled enterprise AI operations
Lifecycle governance for enterprises that need AI inventory, controls, monitoring, and audit evidence.
- AI system inventory
6.0/10★★★☆☆Contact GovernXis -
Best forModel-risk teams needing hybrid governance
A hybrid governance platform for model-risk teams managing AI lifecycle controls.
- AI system inventory
6.0/10★★★☆☆Visit ValidMind -
Best forMid-market governance with transparent pricing
A centralized AI registry and control layer for mid-market governance teams.
- AI system inventory
6.0/10★★★☆☆Visit Decube -
Best forTeams seeking broad AI compliance at a published price
Govern365 combines AI compliance workflows with published monthly and annual plans.
- AI system inventory
6.0/10★★★☆☆Visit Govern365 -
Best forMid-market and enterprise AI governance teams
A framework-rich governance platform linking AI inventories to risks, controls, and reporting.
- AI system inventory
5.9/10★★★☆☆Visit Saidot -
Best forSmaller enterprises needing hybrid AI governance
A flexible AI governance workspace with cloud and self-hosted deployment options.
- AI system inventory
5.9/10★★★☆☆Visit VerifyWise -
Best forEU AI Act and regulated-industry governance
A cloud governance layer for AI inventory, risk assessment, traceability and oversight.
- AI system inventory
5.8/10★★★☆☆Try Genyo Govern AI -
Best forAI readiness and trust-center reporting
A governance hub for tracking AI assets, assessing risk, and preparing compliance evidence.
- AI system inventory
5.8/10★★★☆☆Visit CognitiveView -
Best forTeams seeking structured assessments and audit evidence
A structured governance workspace with broad frameworks and audit evidence tools.
- AI system inventory
5.8/10★★★☆☆Visit Starkguard -
Best forAffordable agent testing and runtime controls
Affordable agent testing and runtime controls with a focused governance scope.
- AI system inventory
5.8/10★★★☆☆Visit Trusys AI -
Best forSmall teams needing browser-level AI oversight
Cloud AI governance with inventory and compliance tools, plus browser and GitHub monitoring on Pro.
- AI system inventory
5.8/10★★★☆☆Visit ComplyLayer -
Best forContinuous assurance for regulated AI
Lifecycle governance for regulated enterprises, with monitoring and evidence built in.
- AI system inventory
5.7/10★★★☆☆Visit Monitaur -
Best forAudit-focused AI governance teams
Audit-focused AI governance with registry, controls, evidence, and hybrid deployment.
- AI system inventory
5.7/10★★★☆☆Visit trail -
Best forEnterprises extending general compliance into AI
Broad enterprise GRC coverage, with a narrower fit for AI-specific governance.
5.6/10★★★☆☆Visit Riskonnect -
Best forLow-cost governance maturity tracking
Freemium governance tracking that expands into policy, incident, attestation, and API controls.
- AI system inventory
5.6/10★★★☆☆Visit Verisum -
Best forEnterprise teams governing shadow AI and spend
Enterprise AI governance spanning shadow-AI discovery, risk, evidence, and spend.
- AI system inventory
5.5/10★★★☆☆Contact Kanawai -
Best forHighly regulated on-premises deployments
A governance suite for regulated teams needing auditable, self-hosted controls.
- AI system inventory
5.4/10★★★☆☆Visit AIGIS -
Best forOrganizations wanting copilot-assisted governance
A copilot-assisted governance platform spanning AI inventory, assessments, controls and monitoring.
- AI system inventory
5.4/10★★★☆☆Visit Norivo -
Best forTeams focused on EU AI Act compliance
A focused EU AI Act compliance platform for teams managing AI system obligations.
- AI system inventory
5.4/10★★★☆☆Visit Confir -
Best forSmall teams seeking affordable governance basics
A practical governance toolkit for teams that need AI inventory, assessments and controls.
- AI system inventory
5.4/10★★★☆☆Visit Risk Meridian -
Best forTrust documentation and audit-pack workflows
A broad AI governance workspace for teams building audit-ready trust documentation.
- AI system inventory
5.3/10★★★☆☆Visit CompliVibe -
Best forSmall organizations managing AI projects and trust
GOVERNBOX.ai brings AI inventories, risk reviews, policies and oversight into one cloud platform.
- AI system inventory
5.3/10★★★☆☆Visit GOVERNBOX.ai -
Best forTeams needing structured framework evidence
Structured AI inventories, controls, risks, evidence and audit records at €999 per month.
- AI system inventory
5.3/10★★★☆☆Visit AISigil -
Best forAgent runtime policy enforcement on a budget
A practical, freemium control layer for governing agent actions at runtime.
- AI system inventory
5.2/10★★★☆☆Visit Prufer -
Best forFree-start governance for smaller organizations
A freemium AI governance workspace covering inventory, controls, evidence, and reassessment.
- AI system inventory
5.2/10★★★☆☆Visit AIGovernr -
Best forRegulated teams needing monitoring and audit reports
Governance inventory, monitoring and audit workflows for regulated AI teams.
- AI system inventory
5.1/10★★★☆☆Visit GovernIA -
Best forBoard-level assurance and vendor governance
A governance workspace linking AI inventories, risk controls, compliance evidence and board reporting.
- AI system inventory
5.1/10★★★☆☆Visit Wahid AI -
Best forSmall teams focused on EU AI Act readiness
A focused cloud registry and compliance workflow for EU AI Act readiness.
- AI system inventory
5.1/10★★★☆☆Visit EAB Compliance -
Best forTeams needing continuous AI inventory and regulatory alerts
Continuous AI inventory and governance, with a £950 monthly entry plan.
- AI system inventory
5.1/10★★★☆☆Visit Parsias -
Best forSmall businesses needing compliance assurance
Broad AI governance and GRC coverage for lean teams that can fund annual plans.
- AI system inventory
5.1/10★★★☆☆Visit AssuranceGrid -
Best forMLOps teams needing governed deployment
Governed model lifecycle coverage for MLOps teams, with pricing handled through sales.
4.9/10★★☆☆☆Visit Deeploy -
Best forTeams needing open-source AI testing
AI Verify combines governance checklists with technical fairness, explainability, and robustness testing.
4.9/10★★☆☆☆Visit AI Verify -
Best forMid-market and enterprise AI governance teams
Continuous AI asset discovery and risk intelligence for regulated organizations.
- AI system inventory
4.9/10★★☆☆☆Book a demo -
Best forTeams needing AI inventory and risk visibility
A structured AI inventory and risk workspace for teams formalizing oversight.
- AI system inventory
4.9/10★★☆☆☆Visit Gouverniq -
Best forMid-market and enterprise AI engineering teams
Lifecycle and usage governance for teams managing models, agents, and shadow AI.
- AI system inventory
4.7/10★★☆☆☆Visit Draftt -
Best forSelf-hosted framework control monitoring
A governance register with framework mapping and continuous drift monitoring for controlled deployments.
- AI system inventory
4.7/10★★☆☆☆Visit Vallorix -
Best forMid-market teams governing employee AI use
A governance workspace for discovering, classifying, reviewing, and documenting workforce AI use.
- AI system inventory
4.6/10★★☆☆☆Visit Grasp -
Best forMid-market teams formalizing AI risk and compliance
Structured inventories, risk scoring, controls, and evidence suit regulated teams; pricing is contact-sales.
- AI system inventory
4.6/10★★☆☆☆Visit Yields
No tools match those filters.
Compare at a glance
| # | Tool | Free plan | Paid from | AI system inventory | Risk assessments | Policy and controls | Compliance frameworks | Score |
|---|---|---|---|---|---|---|---|---|
| 1 | OneTrust AI Governance | — | — | Yes | Yes | Yes | EU AI Act; NIST AI Risk Management Framework; ISO 42001 | 9.0 |
| 2 | ServiceNow AI Control Tower | No | — | Yes | Yes | Yes | EU AI Act; NIST AI RMF; California AI Transparency Act | 8.2 |
| 3 | SAS AI Governance Manager | No | — | Yes | Yes | Yes | — | 7.7 |
| 4 | IBM watsonx.governance | No | — | — | — | — | — | 7.4 |
| 5 | SAS AI Navigator | — | — | Yes | Yes | Yes | External regulations, standards and industry frameworks via policy packs; named frameworks not specified on the product page | 7.1 |
| 6 | Collibra | — | — | — | — | — | — | 6.9 |
| 7 | Optro AI Governance | — | — | Yes | Yes | Yes | EU AI Act; ISO 42001; NIST AI RMF; 25+ frameworks | 6.8 |
| 8 | Modulos | — | — | Yes | Yes | Yes | EU AI Act; ISO/IEC 42001; NIST AI RMF; GDPR; NIS2; DORA; ISO 27001; ISO 27701; Cyber Resilience Act; UAE PDPL; OWASP Top 10 for LLM and Agentic applications; CCPA ADMT Regulations; Colorado SB 26-189; NYC Local Law 144; UAE AI Ethics; MAS FEAT; Microsoft Supplier DPR | 6.6 |
| 9 | ModelOp Center | — | — | — | — | — | — | 6.5 |
| 10 | Enzai | — | — | Yes | Yes | Yes | EU AI Act, ISO 42001, ISO 23894, NIST AI RMF, GDPR, US state AI regimes, Treasury FS AI RMF, OWASP Agentic Top 10 | 6.3 |
| 11 | Credo AI | No | — | Yes | Yes | Yes | EU AI Act, NIST AI RMF, ISO 42001, SOC 2, OECD, OMB M-25, CO ADMT, NAIC AI | 6.2 |
| 12 | Holistic AI Governance Platform | — | — | Yes | Yes | Yes | EU AI Act, NIST AI RMF, ISO 42001, NYC Local Law 144, Colorado SB 205 | 6.1 |
| 13 | GovernXis | — | — | Yes | Yes | Yes | EU AI Act; ISO/IEC 42001; NIST AI RMF; UK AI Principles; GDPR Article 22; OECD AI Principles | 6.0 |
| 14 | ValidMind AI Governance | No | — | Yes | Yes | Yes | SR 11-7 / OCC 2011-12; SR 26-2; SS1/23 (UK PRA); OSFI E-23; EU AI Act; NAIC | 6.0 |
| 15 | AI Governance by Decube | No | — | Yes | Yes | Yes | OJK, BNM, MAS, APRA | 6.0 |
| 16 | Govern365 | No | $239/mo | Yes | Yes | Yes | ISO/IEC 42001, EU AI Act, NIST AI RMF, ISO/IEC 23894, OECD AI Principles, Singapore PDPA, Australia AI Ethics, UK AI Safety, Canada AIDA, GDPR (AI Provisions) | 6.0 |
| 17 | Saidot | — | — | Yes | Yes | Yes | EU AI Act; ISO/IEC 42001; NIST AI RMF; 110+ policies, standards, and regulations | 5.9 |
| 18 | VerifyWise | No | — | Yes | Yes | Yes | EU AI Act, ISO 42001, ISO 27001, NIST AI RMF; additional frameworks available via plugins | 5.9 |
| 19 | Genyo Govern AI | — | — | Yes | Yes | Yes | EU AI Act, GDPR, Data Act, DORA, NIS2, EBA guidelines, Solvency II, MiFID | 5.8 |
| 20 | CognitiveView | — | — | Yes | Yes | Yes | NIST AI Risk Management Framework, ISO/IEC 42001, EU AI Act, GDPR | 5.8 |
| 21 | Starkguard | No | — | Yes | Yes | Yes | NIST AI RMF, EU AI Act, OECD AI Principles, ISO 42001, KSA AI Governance, UAE AI Ethics, RAPID Assessment | 5.8 |
| 22 | Trusys AI | Yes | — | Yes | Yes | Yes | DPDP, EU AI Act, ISO 42001, RBI AI guidelines, OWASP Top 10, NIST framework, MITRE ATLAS | 5.8 |
| 23 | ComplyLayer | No | — | Yes | Yes | Yes | EU AI Act, GDPR, US AI & Privacy, NIST AI RMF; ISO 42001 and DORA custom mapping on Enterprise | 5.8 |
| 24 | Monitaur | No | — | Yes | Yes | Yes | NIST AI RMF; ISO 42001; EU AI Act; NAIC Model Bulletin | 5.7 |
| 25 | trail | No | — | Yes | Yes | Yes | EU AI Act, ISO/IEC 42001, NIST AI RMF | 5.7 |
| 26 | Riskonnect | — | — | — | — | — | — | 5.6 |
| 27 | Verisum | Yes | — | Yes | Yes | Yes | UK AI Code, EU AI Act, NIST RMF, ISO 42001 | 5.6 |
| 28 | Kanawai AI | No | — | Yes | Yes | Yes | NIST AI RMF, NIST CSF 2.0, EU AI Act, ISO/IEC 42001, ISO/IEC 27001, HIPAA, GDPR, CCPA, FedRAMP | 5.5 |
| 29 | AIGIS | No | — | Yes | Yes | Yes | EU AI Act; NIST AI RMF; Colorado SB 205; NYC Local Law 144; Canada AIDA; UK AI Principles; Singapore Model AI Governance; Australia AI Ethics Principles; New Zealand Algorithm Charter; Japan and South Korea guidance | 5.4 |
| 30 | Norivo | No | — | Yes | Yes | Yes | EU AI Act; ISO/IEC 42001; NIST AI RMF; VALID | 5.4 |
| 31 | Confir | No | — | Yes | Yes | Yes | EU AI Act | 5.4 |
| 32 | Risk Meridian | No | $99/mo | Yes | Yes | Yes | TRAIGA; NIST AI RMF | 5.4 |
| 33 | CompliVibe | No | $500/mo | Yes | Yes | Yes | EU AI Act, India DPDP, ISO 42001, NIST AI RMF, SOC 2, Colorado AI Act, GDPR, ISO 27001 | 5.3 |
| 34 | GOVERNBOX.ai | No | — | Yes | Yes | Yes | NIST AI RMF; ISO/IEC 42001; ISO/IEC 42005; EU AI Act; HIPAA; GDPR; CCPA; U.S. federal and state AI laws; Canadian, European, and global frameworks vary by plan | 5.3 |
| 35 | AISigil | No | — | Yes | Yes | Yes | EU AI Act; ISO 42001; NIST AI RMF (ISO 42001 and NIST AI RMF marked coming soon on overview page) | 5.3 |
| 36 | Prufer | Yes | — | Yes | Yes | Yes | EU AI Act, NIST AI RMF, SOC 2, ISO 42001, HIPAA, GDPR | 5.2 |
| 37 | AIGovernr | Yes | — | Yes | Yes | Yes | EU AI Act; ISO/IEC 42001; NIST AI RMF; GDPR | 5.2 |
| 38 | GovernIA | — | — | Yes | Yes | Yes | EU AI Act; ISO/IEC 42001; NIST AI RMF; ISO/IEC 23894 | 5.1 |
| 39 | Wahid AI | — | — | Yes | Yes | Yes | ISO 42001, EU AI Act, NIST AI RMF, Australian DTA Policy, APRA CPS 230/234 | 5.1 |
| 40 | EAB Compliance | No | — | Yes | Yes | Yes | EU AI Act, GDPR, NIS2 | 5.1 |
| 41 | Parsias | No | — | Yes | Yes | Yes | EU AI Act, UK AI frameworks, UK Online Safety Act, NIST AI RMF, OECD AI Principles, ISO 42001, FCA/PRA, DORA, GDPR, sector rules | 5.1 |
| 42 | AssuranceGrid | No | — | Yes | Yes | Yes | SOC 2, NIST CSF, SOX, CMMC L2, ISO 27001, ISO 42001, NIST AI RMF, HIPAA, GDPR, EU AI Act | 5.1 |
| 43 | Deeploy | No | — | — | — | — | — | 4.9 |
| 44 | AI Verify | Yes | None | No | Yes | Yes | AI Verify Testing Framework; NIST AI RMF; NIST AI RMF Generative AI Profile; Hiroshima Process Code of Conduct; ISO/IEC 42001 | 4.9 |
| 45 | governr | — | — | Yes | Yes | Yes | EU AI Act, DORA, FCA, FINRA, MAS, SEC, OCC, HIPAA, ISO 42001, OWASP, FDA, DOJ | 4.9 |
| 46 | Gouverniq | No | $399/mo | Yes | Yes | — | EU AI Act, GDPR, ISO 42001, ENISA, NIST AI RMF, SOC 2 Type II (alignment stated; not certification) | 4.9 |
| 47 | Draftt for AI Governance | — | — | Yes | Yes | Yes | — | 4.7 |
| 48 | Vallorix AI Governance | — | — | Yes | Yes | Yes | NIST AI RMF, ISO 42001, EU AI Act | 4.7 |
| 49 | Grasp | — | — | Yes | Yes | Yes | EU AI Act, ISO 42001, ISO 27001, GDPR | 4.6 |
| 50 | Yields | — | — | Yes | Yes | Yes | EU AI Act; other regulatory frameworks (not named) | 4.6 |
Head-to-head All 28 comparisons →
- OneTrust AI Governance vs ServiceNow AI Control Tower
- OneTrust AI Governance vs SAS AI Governance Manager
- OneTrust AI Governance vs IBM watsonx.governance
- OneTrust AI Governance vs SAS AI Navigator
- OneTrust AI Governance vs Collibra
- OneTrust AI Governance vs Optro AI Governance
- OneTrust AI Governance vs Modulos
- ServiceNow AI Control Tower vs SAS AI Governance Manager
- ServiceNow AI Control Tower vs IBM watsonx.governance
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How we rank AI governance software
Every tool on this page was researched by iTechGuides Editors from its official website — pricing pages, plan tables and product documentation. We rank on how well each one does this category's core job, what the free or entry plan includes, and where it falls short. Where we have enough verified facts, the score out of 10 is a rubric — job fit, value and how much we could verify — shown with its breakdown on every tool's page; a tool we have not verified enough to score yet shows its rank without a number. Scores are re-checked when a product changes its plans. Read the full editorial policy, or submit a tool we missed.
Reviewed by iTechGuides Editors · Editorial team · Updated Sep 2026
Last updated · How we research and update